Evidence map›Paper›PMID 42110759›Full record

ArticleACS omega2026

Modeling and Optimization of α‑Amylase Immobilization on Chitosan-Based Supports: A Comparison of Response Surface Methodology and Machine Learning Approaches.

Başak Birdal, Beyza Bahçıvan, Kübra Akbulut, Fatih Tarlak, Barış Binay

Abstract read
In one paragraph

Article in ACS omega, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Başak BirdalDepartment of Bioengineering, Gebze Technical University, Kocaeli 41400, Türkiye.
Beyza BahçıvanDepartment of Bioengineering, Gebze Technical University, Kocaeli 41400, Türkiye.
Kübra AkbulutDepartment of Bioengineering, Gebze Technical University, Kocaeli 41400, Türkiye.
Fatih TarlakDepartment of Bioengineering, Gebze Technical University, Kocaeli 41400, Türkiye.
Barış BinayDepartment of Bioengineering, Gebze Technical University, Kocaeli 41400, Türkiye.ORCID https://orcid.org/0000-0002-6190-6549

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

α-Amylases are among the most important enzymes used in various industries; however, their large-scale application is restricted by limited stability, low reusability, and low activity loss during operation. In this study, immobilization of α-amylase from

Identifiers

PMID42110759
PMCPMC13150587

What OpenQuestion holds

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LicenceCC BY
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.